Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58975	TPA	Christian Cruz	1992-06-03	—	3976202117	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-421830	CLM	Carl Santos	1988-03-04	UHC-14190-34	—	967 Valley View Dr, Tempe, AZ, 85227	0.80	Name split from “Last, First”State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-101603	ENR	Ryan I Rogers	1977-09-28	UHC-16643-38	4752398005	4273 Indian School Rd, Tampa, FL, 33672	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-426351	CLM	Medina Patrick	1959-01-12	UHC-45150-48	—	—	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-423991	CLM	Jose Burton	1950-11-05	UHC-66763-18	—	2697 Central Ave, Sacramento, CA, 95870	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-412244	CLM	Victora O Ross	1978-06-16	—	—	8429 Camelback Rd, Dallas, TX, 75251	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-124997	ENR	Roger G Jackson	1997-03-27	UHC-02101-82	9813578501	202 Ocean Ave, Minneapolis, MN, 55466	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased
TPA-63495	TPA	Liz Riley	1963-05-28	—	—	2183 Bayshore Dr, Denver, CO, 80225	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53375	TPA	Arthur Espinoza	2003-07-16	—	—	9292 Indian School Rd, Tampa, FL, 33690	0.80	Name split from “Last, First”State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-417672	CLM	Andrea Patel	2008-04-01	UHC-55738-89	5377891810	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-420485	CLM	Harold Herrera	1987-04-10	UHC-36675-86	7807084926	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-61301	TPA	Ann Harrison	1944-09-10	—	2667180641	4159 Market St, Sacramento, CA, 95866	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-417339	CLM	Beth Gibson	1955-05-15	UHC-53210-52	3338331944	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-100878	ENR	Gabriel I Armstrong	1977-02-18	UHC-58986-57	—	—	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-108061	ENR	Megan C Hernandez	1943-10-27	UHC-20733-31	4894356140	2915 Maple Ave, Chandler, AZ, 85226	0.80	Name split from “Last, First”Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-131470	ENR	Laura B Nunez	1969-01-27	UHC-56883-53	8584732755	—	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed
TPA-57646	TPA	Lori Obrien	1983-05-16	—	6914429605	232 Indian School Rd, San Diego, CA, 92191	0.80	Name split from “Last, First”Name re-cased Phone reformatted Placeholder values cleared
CLM-402022	CLM	Diana Thomas	1990-11-12	UHC-72609-55	7242769111	785 Indian School Rd, Tucson, AZ, 85741	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
ENR-117577	ENR	Nick Gibson	2005-05-25	UHC-22877-52	2876784333	8407 Ocean Ave, Austin, TX, 78718	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-119890	ENR	Gabriel X Nelson	1985-06-16	UHC-33556-73	4968362045	2072 River Rd, Phoenix, AZ, 85028	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Placeholder values cleared
CLM-408296	CLM	Teresa R Edwards	1978-03-13	—	9169341461	2881 Lincoln Way, Charlotte, NC, 28270	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-61617	TPA	Aaron Daavis	1968-09-21	—	7727838164	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416810	CLM	Peter Gray	1985-08-23	—	4647764297	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-141460	ENR	Daniel Walker	1967-04-27	UHC-12416-79	3419170507	770 Indian School Rd, Glendale, AZ, 85305	0.80	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased
ENR-117728	ENR	Greg Li	1994-10-04	UHC-53739-09	3342416899	—	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Placeholder values cleared
PRV-27947	PRV	Michelle P Baker	1989-05-27	—	—	3246 Sage Ct, San Diego, CA, 92111	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-24980	PRV	Sandra Hoffman	1969-10-27	UHC-22666-98	7888898371	7038 Desert Sky Blvd, Mesa, AZ, 85253	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-24979	PRV	Sandra Hoffman	1969-10-27	UHC-22666-98	7888898371	7038 Desert Sky Blvd, Mesa, AZ, 85253	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-24433	PRV	Nathan Burton	1997-10-09	—	9856764577	3629 Union St, Atlanta, GA, 30308	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-113334	ENR	Mei K Fisher	2004-09-05	UHC-50798-14	5663907234	4419 Highland Ave, Nashville, TN, 37253	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408967	CLM	Bradley Megan	1967-01-09	UHC-27109-52	3104679452	251 Grand Ave, Fresno, CA, 93769	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-54511	TPA	Debbie Z Morrison	1975-03-18	—	—	8651 Central Ave, Tempe, AZ, 85298	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-420096	CLM	Hiroshi Espinoza	1942-03-09	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-432181	CLM	Helen Delgado	1973-02-22	UHC-47049-67	4605708794	6734 Grand Ave, Jacksonville, FL, 32219	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-110318	ENR	Jacob V Garcia	1963-08-13	UHC-97847-54	7175712473	—	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Placeholder values cleared
TPA-57959	TPA	Janet Dixon	2002-09-08	—	3676740820	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-422637	CLM	Juan Banks	1967-11-12	—	—	9425 Mesa Dr, Fresno, CA, 93762	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-139527	ENR	Kelly A Murphy	1948-10-07	UHC-06629-57	2448194486	7420 Maple Ave, Las Vegas, NV, 89142	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-139528	ENR	Kelly A Murphy	1948-10-07	UHC-06629-57	2448194486	7420 Maple Ave, Las Vegas, NV, 89142	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-416956	CLM	Janice Carpenter	1984-04-20	UHC-15695-65	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-409829	CLM	Roger K Lewis	1952-04-16	—	9448445964	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-119400	ENR	Mei E Allen	1991-09-17	UHC-06040-50	7967700380	2703 Main St, Tampa, FL, 33634	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
PRV-26798	PRV	Isabella Watson	1977-02-03	UHC-11528-25	6795711721	6426 Washington St, Houston, TX, 77066	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Placeholder values cleared
TPA-63702	TPA	Camila Schmidt	1963-11-21	—	7645423283	7202 Market St, Las Vegas, NV, 89115	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-117784	ENR	Carlos Q Morgan	1953-02-25	UHC-42276-59	7227975482	4886 Valley View Dr, San Diego, CA, 92104	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416372	CLM	Jeffrey Richardson	2002-02-03	—	5829420586	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-54115	TPA	Margaret Stone	1979-11-12	—	5038517790	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-419252	CLM	Andrea F King	1960-01-13	UHC-14938-22	3287266945	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-61121	TPA	Jeryr Hamilton	1954-08-31	—	2096707176	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-111726	ENR	Gabriel James	1966-02-11	UHC-84047-55	8123297163	9853 Spring St, Miami, FL, 33112	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared

9,980 rows, page 165 of 200Previous Next